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Chiao-An Yang*

2 accepted papers

2024

Deep Nets with Subsampling Layers Unwittingly Discard Useful Activations at Test-Time

ECCV 2024poster

"Subsampling layers play a crucial role in deep nets by discarding a portion of an activation map to reduce its spatial dimensions. This encourages the deep net to learn higher-level representations. Contrary to this motivation, we hypothesize that the discarded activations are useful and can be inc…

2024

Learning to Obstruct Few-Shot Image Classification over Restricted Classes

ECCV 2024poster

"Advancements in open-source pre-trained backbones make it relatively easy to fine-tune a model for new tasks. However, this lowered entry barrier poses potential risks, e.g., bad actors developing models for harmful applications. A question arises: Is possible to develop a pre-trained model that is…